Promoting participation through the universal design of built environments: making it happen

Environmental design is a determinant of social inclusion and people’s participation in life roles. Design that does not cater for a diverse range of ages, abilities and cultures restricts people’s access to, and use of, domestic or public premises. Universal design is an approach that acknowledges diversity of populations and encourages designers to create objects and places that are usable by the greatest majority of users. Although there are potential benefits to the widest application of universal design within society, such application is not mandatory within Australia. This paper presents findings from an Australian qualitative study that explored universal design as a means of facilitating greater environmental access for all. The views of experts working within the field of architecture and environmental access were explored regarding factors that restrict or facilitate application of universal design to the design of built environments. Study findings revealed a number of themes relating to factors that may restrain, ‘what’s holding us back?’ and factors that may facilitate application of universal design, ‘making it happen’. These findings have direct relevance to those involved in the planning and design of built environments, policy developers and educators.

Stabilizing high-dimensional prediction models using feature graphs

We investigate feature stability in the context of clinical prognosis derived from high-dimensional electronic medical records. To reduce variance in the selected features that are predictive, we introduce Laplacian-based regularization into a regression model. The Laplacian is derived on a feature graph that captures both the temporal and hierarchic relations between hospital events, diseases, and interventions. Using a cohort of patients with heart failure, we demonstrate better feature stability and goodness-of-fit through feature graph stabilization.